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@@ -399,11 +399,11 @@ Training is deterministic with fixed seed (42), but:
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  ## Citation
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  ```bibtex
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- @software{sd15flowmatch2024,
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  author = {AbstractPhil},
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  title = {SD1.5 Flow-Matching with Geometric Guidance (Experimental)},
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- year = {2024},
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- url = {https://huggingface.co/AbstractPhil/[model-name]},
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  note = {Experimental distillation approach, results unvalidated}
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  }
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  ```
 
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  ## Citation
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  ```bibtex
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+ @software{sd15flowmatch2025,
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  author = {AbstractPhil},
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  title = {SD1.5 Flow-Matching with Geometric Guidance (Experimental)},
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+ year = {2025},
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+ url = {https://huggingface.co/AbstractPhil/sd15-flow-matching},
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  note = {Experimental distillation approach, results unvalidated}
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  }
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  ```